Podcast Summary: "Live from GTC: Teaching A Robot to Dance with Mitch Chaiet"

Podcast: Reshaping Workflows with Dell Pro Precision and NVIDIA RTX PRO GPUs
Host: Logan Lawler
Guest: Mitch Chaiet (XPT)
Date: March 18, 2026
Event: Live at NVIDIA GTC 2026

Episode Overview

In this episode, host Logan Lawler sits down with Mitch Chaiet, a creative technologist from XPT, to explore the cutting-edge world of humanoid robotics. Mitch shares his unconventional journey into robotics, powered by Dell Pro Precision workstations and NVIDIA RTX GPUs. The conversation dives into how motion capture, machine learning, and open-source tools combine to teach robots complex dance and martial arts moves in real life. Throughout, the episode emphasizes the accelerating evolution of robotics, collaboration in the open-source community, and the empowering role of advanced workstations.

Key Discussion Points & Insights

1. Mitch’s Journey into Robotics (00:40–03:35)

• Creative Beginnings:

  • Mitch has a film and audio background, and his journey with technology began by creating music, building guitars, and designing custom MIDI controllers.
  • His creative exploration led him to learn coding through Arduino and to experiment with physical and digital musical devices.

• Entry into Robotics:

  • About eight months prior, Mitch’s creative skills merged with robotics when he received two Unitree G1 humanoid robots and a Dell T2 workstation equipped with NVIDIA RTX GPUs.

    "I have a film degree and over the past eight months, somehow have found myself among the burgeoning humanoid robot industry."
    — Mitch Chaiet [00:40]

• Workflow & Innovation:

  • Mitch leverages motion capture data from dancers and martial artists to teach robots complex physical movements.

  • Using NVIDIA simulation tools, he trains the robots to replicate these moves safely before running them in the real world.

  • The simulation phase involves virtually running the dance move "hundreds of thousands of times," accumulating what would be centuries of practice in GPU time.

    "Much like a dancer learning a new choreography, you take that [motion capture] data... and then you simulate the robot doing that dance move like 100,000 times. So cumulatively, you have like 700 years of GPU time..."
    — Mitch Chaiet [02:19]

  • The result is a set of "policies" (machine learning models) that can be loaded directly onto real robots to perform these moves live.

2. Robotic Innovations at GTC & The “Robot Police” (03:36–04:54)

• Conference Insights:

  • Mitch discusses the logistics of showcasing advanced robots at a major tech conference like GTC, highlighting the need for official permissions—a "robot badge" for event safety and coordination.

    "If you bring a robot that can do karate, we should tell the proper authorities."
    — Mitch Chaiet [03:57]

• Community and Recognition:

  • The unusual sight of dancing and karate-performing robots attracted considerable attention, both from attendees and from organizing staff, leading to Sparky the robot becoming an official conference attendee with its own badge.

    "We now have an approved robot badge for Sparky, the Unitree G1. It's an official conference attendee."
    — Mitch Chaiet [04:27]

3. Rapid Evolution of Robotics & Open Source Community (04:54–07:30)

• Pace of Innovation:

  • Mitch remarks on the blistering speed at which robotics software develops. New toolkits and updates emerge so quickly that what didn’t exist on Monday could be a public toolkit by Wednesday.

    "There have been times where I set out on, like, a Monday to try and figure out how to do something. Then Nvidia will release something on Wednesday of that same week that didn't exist on Monday when I started it out."
    — Mitch Chaiet [05:39]

• Learning and Community Involvement:

  • Mitch actively participates in internet forums, Discords, and social media, advocating knowledge sharing and collaboration.

  • He expresses thanks to contributors in the open-source robotics community, specifically mentioning Logan Olson, Harrison Kinsley, Kevin Zaka, and his "MJLab" package—a tool critical for training robot policies.

    "Through things like Twitter, the Roboverse, Discord, I've met some amazing people... All of this great information and software is available free of charge. You just got to have the computer and the robot to do it."
    — Mitch Chaiet [06:15]

• Simulated Access for All:

  • Even those without physical robots can still participate by running simulations and engaging with the latest tools thanks to the openness of the community and the accessibility of software.

    "...even if you don't [own a robot], you can still download it and run it for free and still learn in simulation. And I think that's the beauty of the community right now..."
    — Mitch Chaiet [06:41]

4. Closing & Call to Action (07:30–07:45)

• On-site Invitation:

  • Host urges conference attendees to stop by the Dell booth to see Sparky, "the Dell AI Factory robot," in action, perhaps demonstrating live dance or martial arts moves.

    "If you're at GTC listening to this, please stop by the Dell activation booth. You'll get to see Sparky... in action. Maybe doing judo kicks. Maybe Chuck Nor in your face."
    — Host [07:30]

Notable Quotes & Memorable Moments

• On the merging of creative disciplines and robotics:

  "I've found that the combination of microphones and cameras and LIDAR and mocap and VR and simulation and physical computing are all rolled into one... which is a robot."
  — Mitch Chaiet [00:54]

• On rapid software development in robotics:

  "The software changes at such a fast pace that I have to refresh GitHub every morning. And that's what I love about robotics right now in 2026."
  — Mitch Chaiet [07:14]

• On community and open-source robotics:

  "If you post something interesting, you'll connect with the three people that actually still have robots that can utilize it, and then they will."
  — Mitch Chaiet [07:01]

Important Timestamps

• 00:40–03:35 – Mitch’s entry into robotics, creative background, and workflow overview
• 03:36–04:54 – Story of obtaining the "robot badge" and GTC conference anecdotes
• 04:54–07:30 – Discussion on industry pace, community contributions, open-source sharing
• 07:30–07:45 – Invitation to see Sparky at the Dell booth; episode closing

Overall Tone and Takeaways

The conversation is passionate, playful, and inspiring. Mitch’s enthusiasm for blending creativity with cutting-edge technology shines, and the host keeps the atmosphere energetic and relatable. The episode celebrates the democratization of robotics knowledge, the speed of innovation driven by Dell and NVIDIA hardware, and the invaluable role of open, collaborative communities in pushing the boundaries of what’s possible with robots.